ScrambleToolBench - Base - Tasks Solved: leaderboard

Metric: Average tasks solved per five-task episode (0-5). Source: arxiv.org. 15 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)5
2Gemini 3.5 Flash5
3Claude Sonnet 55
4Claude Sonnet 4.54.5
5Qwen 3.6 27B4
6Gemini 2.5 Pro3.8
7Gemini 2.5 Flash2.05
8GPT-5.42.05
9Gemma 4 31B1.5
10Qwen 3.6 35B A3B1.2
11Gemma 4 26B A4B0.4
12GPT-OSS-120B0.05
13Gemini 3.1 Flash Lite0.05
14GPT-5.4 Mini0.05
15GPT-OSS-20B0

Interactive version: theaggregate.ai/benchmark?slug=scrambletoolbench-base-tasks-solved · How It Works · Data refreshed daily, snapshot 2026-09-19.